---
title: "Financial Narrative Processing Workshop 2026 — accepted"
description: "Financial Narrative Processing Workshop 2026 — accepted papers: 9 papers in the Elamur Research library (Palma de Mallorca, Spain), with…"
canonical: "https://research.elamur.ai/free/en/venues/fnp/2026/"
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# Financial Narrative Processing Workshop 2026 — accepted papers

Financial Narrative Processing Workshop 2026 is the 2026 edition of the Financial Narrative Processing Workshop, held in Palma de Mallorca, Spain, May 2026 (publisher: European Language Resources Association (ELRA)). The ACL Anthology lists 19 papers of it; our library holds 9 with our summaries. Below: the most cited papers, every accepted paper, and ours with their topics, authors and institutions.

📍 Palma de Mallorca, [Spain](https://md.research.elamur.ai/free/en/countries/spain/) · 🗓 May 2026

[**19** papers in the proceedings](#all) · [**9** works in our library](https://md.research.elamur.ai/free/en/venues/fnp/2026/#works) · [**11** citations of these works](https://md.research.elamur.ai/free/en/venues/fnp/2026/#works)

## All accepted papers (19)

The most cited first; 9 with our summary link to their page here, the others to the original.

1. **[CFQA: A Chinese Financial Question Answering Benchmark from Corporate Annual Reports ↗](https://aclanthology.org/2026.fnp-1.3/)**Tianning Zhu, Mo Liu, Murathan Kurfali
2. **[Causal Connections: Leveraging Multilingual Fine-Tuning for Financial QA@FinCausal 2026 ↗](https://aclanthology.org/2026.fnp-1.13/)**Akash Kumar Gautam, Serhii Hamotskyi, Christian Hänig
3. **[Environmental, Social and Governance Sentiment Analysis on Slovene News: A Novel Dataset and Models ↗](https://aclanthology.org/2026.fnp-1.5/)**Paula Dodig, Boshko Koloski, Katarina Sitar Šuštar et al.
4. **[Financial Causal QA via Instruction and Prompt Tuning of Gemma3-12B](https://md.research.elamur.ai/free/en/papers/trivedi-2026-financial-causal-qa-instruction-prompt/)**Avinash Trivedi, Chindukuri Mallikarjuna*our summary*
5. **[Flipper: An Extended Document-Level Financial Dataset for Training and Evaluation with Annotated Discourse Phenomena](https://md.research.elamur.ai/free/en/papers/nakhle-2026-flipper-extended-document-level-financial/)**Mariam Nakhlé, Rachel Atherly, Gabriela nicole Gonzalez Saez et al.*our summary*
6. **[Improving Verbatim Financial Causality Extraction with Supervised Fine-Tuning and Prompt Repetition ↗](https://aclanthology.org/2026.fnp-1.16/)**Sanae Attak, Mohammed Salah Chiadmi, Youssef Lamrani Alaoui
7. **[LLM-Based Examination of Eligibility Criteria from Securities Prospectuses at the German Central Bank ↗](https://aclanthology.org/2026.fnp-1.1/)**Serhii Hamotskyi, Akash Kumar Gautam, Christian Hänig
8. **[LLM-as-a-Judge Evaluation of Financial News Articles Generated Based on Factors of Stock Price Fluctuation ↗](https://aclanthology.org/2026.fnp-1.10/)**Yurina Kosai, Yucheng Xie, Rikuto Tsuchida et al.
9. **[LabelFusion: Fusing Large Language Models with Transformer Encoders for Robust Financial News Classification](https://md.research.elamur.ai/free/en/papers/schlee-2026-labelfusion-fusing-large-language-models/)**Michael Schlee, Christoph Weisser, Timo Kivimäki et al.*our summary*
10. **[LeedsMEng26: Qwen + Gemini for FinCausal 2026 Causality Detection in Financial Narrative Texts](https://md.research.elamur.ai/free/en/papers/shahrouri-2026-leedsmeng26-qwen-gemini-fincausal-2026/)**Zaid Shahrouri, Ayomide Ivienagbor, Idrees Asad et al.*our summary*
11. **[Not All News Is Equal: Topic- and Event-Conditional Sentiment from Finetuned LLMs for Aluminum Price Forecasting ↗](https://aclanthology.org/2026.fnp-1.6/)**Alvaro Paredes Amorin, Andre Python, Christoph Weisser
12. **[QRAFT: QLoRA Retrieval-Augmented Fine-Tuning for Causal Span Extraction in Financial Documents](https://md.research.elamur.ai/free/en/papers/sarda-2026-qraft-qlora-retrieval-augmented-fine/)**Bavya Sarda, Pulkit Chatwal, Sonal Dabral*our summary*
13. **[Sheffield NLP at FinCausal 2026: A Comparative Study of RAG Approaches and Fine-Tuning for Causal Q&A in Financial Texts ↗](https://aclanthology.org/2026.fnp-1.12/)**Aali Abdullah Alqarni, Mark Stevenson, Arif Dwi Laksito
14. **[SpanDiffusion: Flow Matching over Continuous Span Masks for Financial Causal Question Answering](https://md.research.elamur.ai/free/en/papers/niess-2026-spandiffusion-flow-matching-over-continuous/)**Georg Niess, Roman Kern*our summary*
15. **[The Financial Document Causality Detection Shared Task (FinCausal 2026)](https://md.research.elamur.ai/free/en/papers/sandoval-2026-financial-document-causality-detection-shared/)**Antonio Moreno-Sandoval, Jordi Porta, Yanco Amor Torterolo Orta et al.*our summary*
16. **[TranslateGemma for ES-EN Financial Reports: Exploring Adaptability to Variable-Sized Contexts](https://md.research.elamur.ai/free/en/papers/orta-2026-translategemma-es-en-financial-reports/)**Yanco Amor Torterolo Orta, Melina Chatzi, Antonio Moreno-Sandoval*our summary*
17. **[VERSA: Verbatim Extraction via Rephrasing and Self-Aggregation for Financial Causality ↗](https://aclanthology.org/2026.fnp-1.14/)**Aldan Jay, Rafael Berlanga, Yoelvis Moreno et al.
18. **[Verifiable Financial Enterprise Question Answering via Inference-Time Grounding and Traceability ↗](https://aclanthology.org/2026.fnp-1.4/)**Anubha Kabra, Katie Jooyoung Kim, Zhiwei Kou et al.
19. **[When Tables Go Crazy: Evaluating Multimodal Models on French Financial Documents](https://md.research.elamur.ai/free/en/papers/mouilleron-2026-when-tables-go-crazy-evaluating/)**Virginie Mouilleron, Théo Lasnier, Anna Mosolova et al.*our summary*

## Papers with our summary in our library (9)

The most cited first (OpenAlex citations plus our library's).

1. **[The Financial Document Causality Detection Shared Task (FinCausal 2026)](https://md.research.elamur.ai/free/en/papers/sandoval-2026-financial-document-causality-detection-shared/) [Financial Narrative Processing Workshop](https://md.research.elamur.ai/free/en/venues/fnp/)**Antonio Moreno-Sandoval, Jordi Porta, Yanco Amor Torterolo Orta, et al.*2026 · 7 citations*
2. **[SpanDiffusion: Flow Matching over Continuous Span Masks for Financial Causal Question Answering](https://md.research.elamur.ai/free/en/papers/niess-2026-spandiffusion-flow-matching-over-continuous/) [Financial Narrative Processing Workshop](https://md.research.elamur.ai/free/en/venues/fnp/)**Georg Niess, Roman Kern*2026 · 1 citation*
3. **[QRAFT: QLoRA Retrieval-Augmented Fine-Tuning for Causal Span Extraction in Financial Documents](https://md.research.elamur.ai/free/en/papers/sarda-2026-qraft-qlora-retrieval-augmented-fine/) [Financial Narrative Processing Workshop](https://md.research.elamur.ai/free/en/venues/fnp/)**Bavya Sarda, Pulkit Chatwal, Sonal Dabral*2026 · 1 citation*
4. **[LeedsMEng26: Qwen + Gemini for FinCausal 2026 Causality Detection in Financial Narrative Texts](https://md.research.elamur.ai/free/en/papers/shahrouri-2026-leedsmeng26-qwen-gemini-fincausal-2026/) [Financial Narrative Processing Workshop](https://md.research.elamur.ai/free/en/venues/fnp/)**Zaid Shahrouri, Ayomide Ivienagbor, Idrees Asad, et al.*2026 · 1 citation*
5. **[Financial Causal QA via Instruction and Prompt Tuning of Gemma3-12B](https://md.research.elamur.ai/free/en/papers/trivedi-2026-financial-causal-qa-instruction-prompt/) [Financial Narrative Processing Workshop](https://md.research.elamur.ai/free/en/venues/fnp/)**Avinash Trivedi, Chindukuri Mallikarjuna*2026 · 1 citation*
6. **[When Tables Go Crazy: Evaluating Multimodal Models on French Financial Documents](https://md.research.elamur.ai/free/en/papers/mouilleron-2026-when-tables-go-crazy-evaluating/) [Financial Narrative Processing Workshop](https://md.research.elamur.ai/free/en/venues/fnp/)**Virginie Mouilleron, Théo Lasnier, Anna Mosolova, et al.*2026*
7. **[Flipper: An Extended Document-Level Financial Dataset for Training and Evaluation with Annotated Discourse Phenomena](https://md.research.elamur.ai/free/en/papers/nakhle-2026-flipper-extended-document-level-financial/) [Financial Narrative Processing Workshop](https://md.research.elamur.ai/free/en/venues/fnp/)**Mariam Nakhlé, Rachel Atherly, Gabriela nicole Gonzalez Saez, et al.*2026*
8. **[TranslateGemma for ES-EN Financial Reports: Exploring Adaptability to Variable-Sized Contexts](https://md.research.elamur.ai/free/en/papers/orta-2026-translategemma-es-en-financial-reports/) [Financial Narrative Processing Workshop](https://md.research.elamur.ai/free/en/venues/fnp/)**Yanco Amor Torterolo Orta, Melina Chatzi, Antonio Moreno-Sandoval*2026*
9. **[LabelFusion: Fusing Large Language Models with Transformer Encoders for Robust Financial News Classification](https://md.research.elamur.ai/free/en/papers/schlee-2026-labelfusion-fusing-large-language-models/) [Financial Narrative Processing Workshop](https://md.research.elamur.ai/free/en/venues/fnp/)**Michael Schlee, Christoph Weisser, Timo Kivimäki, et al.*2026*

## Top topics

Topics of its works in our library, with the number of works on each.

[Question answering (2)](https://md.research.elamur.ai/free/en/topics/question-answering/) · [Discourse analysis (1)](https://md.research.elamur.ai/free/en/topics/discourse-analysis/) · [Language models & pretraining (1)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Information retrieval & search (1)](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [Vision & language (1)](https://md.research.elamur.ai/free/en/topics/multimodal/) · [French (1)](https://md.research.elamur.ai/free/en/topics/french/)

## Fields

[Arts and Humanities (9)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (9)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Decision Sciences (1)](https://md.research.elamur.ai/free/en/shelves/decision-sciences/)

## Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

[🧑‍🔬**Antonio Moreno Sandoval**2 works here · 7 citations](https://md.research.elamur.ai/free/en/authors/antonio-moreno-sandoval/) · [🧑‍🔬**Melina Chatzi**2 works here · 7 citations](https://md.research.elamur.ai/free/en/authors/melina-chatzi/) · [🧑‍🔬**Yanco Amor Torterolo Orta**2 works here · 7 citations](https://md.research.elamur.ai/free/en/authors/yanco-amor-torterolo-orta/) · [🧑‍🔬**Jordi Porta**1 work here · 7 citations](https://md.research.elamur.ai/free/en/authors/jordi-porta/) · [🧑‍🔬**Pulkit Chatwal**1 work here · 1 citation](https://md.research.elamur.ai/free/en/authors/pulkit-chatwal/) · [🧑‍🔬**Anna Mosolova**1 work here](https://md.research.elamur.ai/free/en/authors/anna-mosolova/) · [🧑‍🔬**Djamé Seddah**1 work here](https://md.research.elamur.ai/free/en/authors/djame-seddah/) · [🧑‍🔬**Marco Dinarelli**1 work here](https://md.research.elamur.ai/free/en/authors/marco-dinarelli/)

## Top institutions

Institutions on the bylines of its works here, by the number of works.

[🎓**Universidad Autónoma de Madrid** Madrid · Spain 2 works here](https://md.research.elamur.ai/free/en/universities/universidad-autonoma-de-madrid/) · [🎓**Institut polytechnique de Grenoble** Grenoble · France 1 work here](https://md.research.elamur.ai/free/en/universities/institut-polytechnique-de-grenoble/) · [🔬**Centre National de la Recherche Scientifique** Paris · France 1 work here](https://md.research.elamur.ai/free/en/labs/centre-national-de-la-recherche-scientifique/) · [🎓**University of Leeds** Leeds · United Kingdom 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-leeds/) · [🔬**Institut national de recherche en sciences et technologies du numérique** Le Chesnay-Rocquencourt · France 1 work here](https://md.research.elamur.ai/free/en/labs/institut-national-de-recherche-en-sciences-et-technologies-du-numerique/) · [🎓**Universidad Nacional de Educación a Distancia** Madrid · Spain 1 work here](https://md.research.elamur.ai/free/en/universities/universidad-nacional-de-educacion-a-distancia/) · [🎓**Sorbonne Université** Paris · France 1 work here](https://md.research.elamur.ai/free/en/universities/sorbonne-universite/) · [🎓**Graz University of Technology** Graz · Austria 1 work here](https://md.research.elamur.ai/free/en/universities/graz-university-of-technology/) · [🔬**Laboratoire d'Informatique de Grenoble** Grenoble · France 1 work here](https://md.research.elamur.ai/free/en/labs/laboratoire-d-informatique-de-grenoble/) · [🎓**University of Bath** Bath · United Kingdom 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-bath/) · [🎓**University of Göttingen** Göttingen · Germany 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-gottingen/) · [🎓**Université Grenoble Alpes** Saint-Martin-d'Hères · France 1 work here](https://md.research.elamur.ai/free/en/universities/universite-grenoble-alpes/)

Place and dates from the event's site or the ACL Anthology; works and citations from OpenAlex and our library.

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